{"id":"W2187450966","doi":"10.3390/ma8125453","title":"Physical Characteristics of Medical Textile Prostheses Designed for Hernia Repair: A Comprehensive Analysis of Select Commercial Devices","year":2015,"lang":"en","type":"article","venue":"Materials","topic":"Hernia repair and management","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"Higher Education Discipline Innovation Project; Université Laval","keywords":"Porosity; Polygon mesh; Materials science; Void (composites); Fabric structure; Textile; Computer science; Biomedical engineering; Composite material; Engineering; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006039329,0.0001381607,0.001064911,0.0001425912,0.00002101851,0.00001167094,0.000119976,0.00008987235,0.0002336753],"category_scores_gemma":[0.0003870419,0.0001070523,0.0002274248,0.0002345817,0.0000896813,0.00003215366,0.00007369202,0.00003517402,0.000008723295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002905875,"about_ca_system_score_gemma":0.0001391759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001570451,"about_ca_topic_score_gemma":0.00003362558,"domain_scores_codex":[0.9984324,0.0001343372,0.0005142051,0.0001975192,0.0005405945,0.0001809753],"domain_scores_gemma":[0.9988271,0.0001594143,0.0002463586,0.0002613778,0.0003607778,0.0001449422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01708313,0.006763277,0.09140117,0.009236137,0.02223628,0.0001575616,0.01704795,0.00003009637,0.7947906,0.002403512,0.01859179,0.0202585],"study_design_scores_gemma":[0.01078099,0.006563938,0.5306224,0.0008049248,0.02029182,0.00002315935,0.001686801,0.007768002,0.3608322,0.0001662214,0.0596318,0.0008277076],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981619,0.00002849772,0.000355281,0.0002719246,0.00008952853,0.0007326002,0.0001793439,0.00007055688,0.0001103533],"genre_scores_gemma":[0.9983524,0.000008331516,0.0008910363,0.0002588191,0.0001845536,0.00007519204,0.0001546748,0.00001837588,0.00005660543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4392212,"threshold_uncertainty_score":0.4365464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584344434308311,"score_gpt":0.3516017710675714,"score_spread":0.2931673276367403,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}